| | |
| | """ |
| | OpenTransformers Web Crawler v1.0 |
| | Your data. Your company. No apologies. |
| | |
| | Usage: |
| | python scraper.py --seeds seeds.txt --output /workspace/crawl --workers 100 --max-pages 50000 |
| | python scraper.py --seed "https://news.ycombinator.com" --depth 3 --same-domain |
| | """ |
| |
|
| | import asyncio |
| | import aiohttp |
| | import argparse |
| | import hashlib |
| | import json |
| | import os |
| | import re |
| | import time |
| | import random |
| | from dataclasses import dataclass, asdict |
| | from datetime import datetime |
| | from pathlib import Path |
| | from typing import Optional, Set, Dict, List |
| | from urllib.parse import urljoin, urlparse |
| | from collections import defaultdict |
| | import gzip |
| |
|
| |
|
| | class BoilerplateRemover: |
| | """Extract article text, strip nav/footer/ads""" |
| | |
| | IGNORE_TAGS = {'script', 'style', 'nav', 'header', 'footer', 'aside', |
| | 'noscript', 'iframe', 'svg', 'form', 'button', 'input', |
| | 'meta', 'link', 'head'} |
| | BLOCK_TAGS = {'p', 'div', 'h1', 'h2', 'h3', 'h4', 'h5', 'h6', |
| | 'li', 'tr', 'article', 'section', 'blockquote', 'pre', 'code'} |
| | |
| | @staticmethod |
| | def extract(html: str) -> str: |
| | if not html: |
| | return "" |
| | for tag in BoilerplateRemover.IGNORE_TAGS: |
| | html = re.sub(f'<{tag}[^>]*>.*?</{tag}>', ' ', html, flags=re.DOTALL | re.IGNORECASE) |
| | html = re.sub(r'<!--.*?-->', '', html, flags=re.DOTALL) |
| | for tag in BoilerplateRemover.BLOCK_TAGS: |
| | html = re.sub(f'</?{tag}[^>]*>', '\n', html, flags=re.IGNORECASE) |
| | text = re.sub(r'<[^>]+>', ' ', html) |
| | text = text.replace(' ', ' ').replace('&', '&').replace('<', '<') |
| | text = text.replace('>', '>').replace('"', '"').replace(''', "'") |
| | text = re.sub(r'[ \t]+', ' ', text) |
| | text = re.sub(r'\n\s*\n', '\n\n', text) |
| | text = re.sub(r'\n{3,}', '\n\n', text) |
| | return text.strip() |
| |
|
| |
|
| | def extract_links(html: str, base_url: str) -> Set[str]: |
| | links = set() |
| | for match in re.finditer(r'href=["\']([^"\']+)["\']', html, re.I): |
| | href = match.group(1) |
| | if href.startswith(('#', 'javascript:', 'mailto:', 'tel:', 'data:')): |
| | continue |
| | try: |
| | absolute = urljoin(base_url, href) |
| | if absolute.startswith(('http://', 'https://')): |
| | absolute = absolute.split('#')[0] |
| | if len(absolute) < 500: |
| | links.add(absolute) |
| | except: |
| | pass |
| | return links |
| |
|
| |
|
| | def get_domain(url: str) -> str: |
| | try: |
| | return urlparse(url).netloc.lower() |
| | except: |
| | return "" |
| |
|
| |
|
| | @dataclass |
| | class CrawledPage: |
| | url: str |
| | domain: str |
| | timestamp: str |
| | status: int |
| | text: str |
| | text_len: int |
| | html_len: int |
| | links: int |
| | fetch_ms: int |
| | hash: str |
| |
|
| |
|
| | class Stats: |
| | def __init__(self): |
| | self.pages = 0 |
| | self.bytes = 0 |
| | self.errors = 0 |
| | self.start = time.time() |
| | self.by_domain: Dict[str, int] = defaultdict(int) |
| | |
| | def log(self, page: Optional[CrawledPage] = None, error: bool = False): |
| | if error: |
| | self.errors += 1 |
| | elif page: |
| | self.pages += 1 |
| | self.bytes += page.text_len |
| | self.by_domain[page.domain] += 1 |
| | |
| | def report(self) -> str: |
| | elapsed = time.time() - self.start |
| | rate = self.pages / elapsed if elapsed > 0 else 0 |
| | mb = self.bytes / (1024 * 1024) |
| | return f"Pages: {self.pages} | {mb:.1f} MB | {rate:.1f} p/s | Err: {self.errors} | Domains: {len(self.by_domain)}" |
| |
|
| |
|
| | class Crawler: |
| | USER_AGENTS = [ |
| | 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36', |
| | 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36', |
| | 'Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/537.36 Chrome/120.0.0.0 Safari/537.36', |
| | 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:121.0) Gecko/20100101 Firefox/121.0', |
| | ] |
| | |
| | def __init__(self, output_dir: str = 'crawl_data', max_workers: int = 100, |
| | max_pages: int = 50000, max_bytes: int = 10*1024**3, |
| | timeout: int = 30, same_domain: bool = False, |
| | min_text_len: int = 200, max_text_len: int = 500000, |
| | politeness: float = 0.1): |
| | self.output_dir = Path(output_dir) |
| | self.output_dir.mkdir(parents=True, exist_ok=True) |
| | self.max_workers = max_workers |
| | self.max_pages = max_pages |
| | self.max_bytes = max_bytes |
| | self.timeout = timeout |
| | self.same_domain = same_domain |
| | self.min_text_len = min_text_len |
| | self.max_text_len = max_text_len |
| | self.politeness = politeness |
| | self.queue: asyncio.Queue = asyncio.Queue() |
| | self.seen: Set[str] = set() |
| | self.seen_hashes: Set[str] = set() |
| | self.domain_last_hit: Dict[str, float] = {} |
| | self.seed_domains: Set[str] = set() |
| | self.stats = Stats() |
| | self.running = True |
| | self.output_file = None |
| | self.output_lock = asyncio.Lock() |
| | |
| | def _should_crawl(self, url: str) -> bool: |
| | if url in self.seen: |
| | return False |
| | skip_ext = {'.jpg', '.jpeg', '.png', '.gif', '.pdf', '.zip', '.mp3', '.mp4', |
| | '.avi', '.mov', '.exe', '.dmg', '.iso', '.tar', '.gz', '.css', '.js', |
| | '.woff', '.woff2', '.ttf', '.ico', '.svg', '.webp'} |
| | lower = url.lower() |
| | if any(lower.endswith(ext) for ext in skip_ext): |
| | return False |
| | if self.same_domain: |
| | if get_domain(url) not in self.seed_domains: |
| | return False |
| | return True |
| | |
| | async def _fetch(self, session: aiohttp.ClientSession, url: str) -> Optional[CrawledPage]: |
| | domain = get_domain(url) |
| | if domain in self.domain_last_hit: |
| | since = time.time() - self.domain_last_hit[domain] |
| | if since < self.politeness: |
| | await asyncio.sleep(self.politeness - since) |
| | self.domain_last_hit[domain] = time.time() |
| | |
| | start = time.time() |
| | try: |
| | headers = {'User-Agent': random.choice(self.USER_AGENTS)} |
| | async with session.get(url, headers=headers, timeout=self.timeout, |
| | ssl=False, allow_redirects=True) as resp: |
| | ct = resp.headers.get('content-type', '').lower() |
| | if 'text/html' not in ct and 'text/plain' not in ct: |
| | return None |
| | html = await resp.text(errors='ignore') |
| | fetch_ms = int((time.time() - start) * 1000) |
| | text = BoilerplateRemover.extract(html) |
| | if len(text) < self.min_text_len or len(text) > self.max_text_len: |
| | return None |
| | content_hash = hashlib.md5(text.encode()).hexdigest()[:16] |
| | if content_hash in self.seen_hashes: |
| | return None |
| | self.seen_hashes.add(content_hash) |
| | links = extract_links(html, url) |
| | for link in links: |
| | if self._should_crawl(link) and self.stats.pages < self.max_pages: |
| | self.seen.add(link) |
| | await self.queue.put(link) |
| | return CrawledPage(url=url, domain=domain, timestamp=datetime.utcnow().isoformat(), |
| | status=resp.status, text=text, text_len=len(text), |
| | html_len=len(html), links=len(links), fetch_ms=fetch_ms, hash=content_hash) |
| | except: |
| | return None |
| | |
| | async def _worker(self, session: aiohttp.ClientSession, worker_id: int): |
| | while self.running: |
| | try: |
| | url = await asyncio.wait_for(self.queue.get(), timeout=10.0) |
| | except asyncio.TimeoutError: |
| | if self.queue.empty(): |
| | break |
| | continue |
| | if self.stats.pages >= self.max_pages or self.stats.bytes >= self.max_bytes: |
| | self.running = False |
| | break |
| | page = await self._fetch(session, url) |
| | if page: |
| | self.stats.log(page) |
| | async with self.output_lock: |
| | self.output_file.write(json.dumps(asdict(page)) + '\n') |
| | if self.stats.pages % 100 == 0: |
| | print(f"[{datetime.now().strftime('%H:%M:%S')}] {self.stats.report()}") |
| | else: |
| | self.stats.log(error=True) |
| | self.queue.task_done() |
| | |
| | async def crawl(self, seeds: List[str]): |
| | print(f"OpenTransformers Crawler starting") |
| | print(f"Seeds: {len(seeds)} | Workers: {self.max_workers} | Target: {self.max_pages} pages / {self.max_bytes/1024**3:.1f} GB") |
| | print("-" * 60) |
| | for seed in seeds: |
| | self.seed_domains.add(get_domain(seed)) |
| | self.seen.add(seed) |
| | await self.queue.put(seed) |
| | timestamp = datetime.now().strftime('%Y%m%d_%H%M%S') |
| | output_path = self.output_dir / f'crawl_{timestamp}.jsonl' |
| | self.output_file = open(output_path, 'w', buffering=1) |
| | connector = aiohttp.TCPConnector(limit=self.max_workers, ssl=False) |
| | async with aiohttp.ClientSession(connector=connector) as session: |
| | workers = [asyncio.create_task(self._worker(session, i)) for i in range(self.max_workers)] |
| | await asyncio.gather(*workers) |
| | self.output_file.close() |
| | print("-" * 60) |
| | print(f"DONE! {self.stats.report()}") |
| | print(f"Output: {output_path} ({output_path.stat().st_size / 1024**2:.1f} MB)") |
| | print("Compressing...") |
| | with open(output_path, 'rb') as f_in: |
| | with gzip.open(str(output_path) + '.gz', 'wb') as f_out: |
| | f_out.writelines(f_in) |
| | gz_size = Path(str(output_path) + '.gz').stat().st_size |
| | print(f"Compressed: {gz_size / 1024**2:.1f} MB") |
| |
|
| |
|
| | def main(): |
| | p = argparse.ArgumentParser(description='OpenTransformers Web Crawler') |
| | p.add_argument('--seeds', type=str, help='File with seed URLs') |
| | p.add_argument('--seed', type=str, action='append', help='Single seed URL') |
| | p.add_argument('--output', type=str, default='crawl_data') |
| | p.add_argument('--workers', type=int, default=100) |
| | p.add_argument('--max-pages', type=int, default=50000) |
| | p.add_argument('--max-gb', type=float, default=10.0) |
| | p.add_argument('--timeout', type=int, default=30) |
| | p.add_argument('--same-domain', action='store_true') |
| | p.add_argument('--min-text', type=int, default=200) |
| | p.add_argument('--politeness', type=float, default=0.1) |
| | args = p.parse_args() |
| | |
| | seeds = [] |
| | if args.seeds: |
| | with open(args.seeds) as f: |
| | seeds.extend(line.strip() for line in f if line.strip()) |
| | if args.seed: |
| | seeds.extend(args.seed) |
| | if not seeds: |
| | print("ERROR: Provide --seeds file or --seed URLs") |
| | return |
| | |
| | crawler = Crawler(output_dir=args.output, max_workers=args.workers, |
| | max_pages=args.max_pages, max_bytes=int(args.max_gb * 1024**3), |
| | timeout=args.timeout, same_domain=args.same_domain, |
| | min_text_len=args.min_text, politeness=args.politeness) |
| | asyncio.run(crawler.crawl(seeds)) |
| |
|
| |
|
| | if __name__ == '__main__': |
| | main() |
| |
|